AI applications and agents

Companies whose product is an assistant, agent or tool built on machine learning models. It has no schema of its own: companies here are mapped on the AI model developers and AI products schema, and what it does not cover is recorded as gaps.

Baseline: AI model developers and AI products v1
Inherited from: AI model developers and AI products
Mapped on the schema: 0 of 0 placed here
Primitives: 60 in 8 parts
Last updated: 3 Nov 2026

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Focused research on the organizations with the fewest mapped parts in ai applications and agents; what it finds is public for everyone.

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26 parameters

Parameter	Primitive	Type	Unit	Companies	Median	Range
Sign-up to paid conversion	Pipeline generation	Percent	%	0	—	—
Win rate on qualified opportunities	Sales	Percent	%	0	—	—
Sales cycle	Sales	Number	days	0	—	—
Average revenue per account	Packaging and pricing	Money	USD per month	0	—	—
Average discount off list	Packaging and pricing	Percent	%	0	—	—
Uptime	Uptime and incidents	Percent	%	0	—	—
Mean time to restore	Uptime and incidents	Number	minutes	0	—	—
Severe incidents per quarter	Uptime and incidents	Number	incidents	0	—	—
Accelerators available	Compute capacityPremium	Number	units	Members	Members	—
Cluster utilisation	Compute capacityPremium	Percent	%	Members	Members	—
Outside testers before release	Evaluation and red-teaming	Yes / no	—	0	—	—
Median response latency	Inference servingPremium	Number	ms	Members	Members	—
First response time	Customer support	Number	hours	0	—	—
Customer satisfaction	Customer support	Percent	%	0	—	—
Gross revenue retention	Churn and expansionPremium	Percent	%	Members	Members	—
Net revenue retention	Churn and expansionPremium	Percent	%	Members	Members	—
Monthly logo churn	Churn and expansionPremium	Percent	%	Members	Members	—
Burn multiple	Plan and burn	Number	ratio	0	—	—
Monthly recurring revenue	Subscription billing	Money	USD per month	0	—	—
Failed payments recovered	Subscription billing	Percent	%	0	—	—
Acquisition cost payback	Unit economics	Number	months	0	—	—
Lifetime value to acquisition cost	Unit economics	Number	ratio	0	—	—
Gross margin	Unit economics	Percent	%	0	—	—
Gross margin on inference	Usage pricing and meteringPremium	Percent	%	Members	Members	—
Security assurance held	Data protection and security assurance	Choice none · self-assessed · independent audit · multiple audits	—	0	—	—
Days to answer a security review	Data protection and security assurance	Number	days	0	—	—

Median and range are shown once 3 or more companies on AI applications and agents and below have published a number; each company counts once.

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26 parameters

Parameter	Primitive	Type	Unit	Companies	Median	Range
Sign-up to paid conversion	Pipeline generation	Percent	%	0	—	—
Win rate on qualified opportunities	Sales	Percent	%	0	—	—
Sales cycle	Sales	Number	days	0	—	—
Average revenue per account	Packaging and pricing	Money	USD per month	0	—	—
Average discount off list	Packaging and pricing	Percent	%	0	—	—
Uptime	Uptime and incidents	Percent	%	0	—	—
Mean time to restore	Uptime and incidents	Number	minutes	0	—	—
Severe incidents per quarter	Uptime and incidents	Number	incidents	0	—	—
Accelerators available	Compute capacityPremium	Number	units	Members	Members	—
Cluster utilisation	Compute capacityPremium	Percent	%	Members	Members	—
Outside testers before release	Evaluation and red-teaming	Yes / no	—	0	—	—
Median response latency	Inference servingPremium	Number	ms	Members	Members	—
First response time	Customer support	Number	hours	0	—	—
Customer satisfaction	Customer support	Percent	%	0	—	—
Gross revenue retention	Churn and expansionPremium	Percent	%	Members	Members	—
Net revenue retention	Churn and expansionPremium	Percent	%	Members	Members	—
Monthly logo churn	Churn and expansionPremium	Percent	%	Members	Members	—
Burn multiple	Plan and burn	Number	ratio	0	—	—
Monthly recurring revenue	Subscription billing	Money	USD per month	0	—	—
Failed payments recovered	Subscription billing	Percent	%	0	—	—
Acquisition cost payback	Unit economics	Number	months	0	—	—
Lifetime value to acquisition cost	Unit economics	Number	ratio	0	—	—
Gross margin	Unit economics	Percent	%	0	—	—
Gross margin on inference	Usage pricing and meteringPremium	Percent	%	Members	Members	—
Security assurance held	Data protection and security assurance	Choice none · self-assessed · independent audit · multiple audits	—	0	—	—
Days to answer a security review	Data protection and security assurance	Number	days	0	—	—

Median and range are shown once 3 or more companies on AI applications and agents and below have published a number; each company counts once.